conftrace_

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1837 papers

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KG

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large language model (13587) question answering (2963) graph neural network (3962) link prediction (624) retrieval-augmented generation (1592) multi-hop reasoning (423) relation extraction (919) information extraction (1090) representation learning (6206) graph embedding (349)

Papers

Small Models, Big Impact: Efficient Corpus and Graph-Based Adaptation of Small Multilingual Language Models for Low-Resource Languages ACL 2025
Style Knowledge Graph: Augmenting Text Style Transfer with Knowledge Graphs COLING 2025
RASTeR: Robust, Agentic, and Structured Temporal Reasoning IJCNLP 2025
LiDARR: Linking Document AMRs with Referents Resolvers ACL 2025
Can Knowledge Graphs Make Large Language Models More Trustworthy? An Empirical Study Over Open-ended Question Answering ACL 2025
Sequence Structure Aware Retriever for Procedural Document Retrieval: A New Dataset and Baseline EMNLP 2025
Following Occam’s Razor: Dynamic Combination of Structured Knowledge for Multi-Hop Question Answering using LLMs EMNLP 2025
SciCompanion: Graph-Grounded Reasoning for Structured Evaluation of Scientific Arguments EMNLP 2025
SCE: Semantic Consistency Enhanced Reinforcement Learning for Multi-Hop Knowledge Graph Reasoning EMNLP 2025
Meta-Semantics Augmented Few-Shot Relational Learning EMNLP 2025
Inductive Reasoning on Few-Shot Knowledge Graphs with Task-Aware Language Models EMNLP 2025
LLaVA Needs More Knowledge: Retrieval Augmented Natural Language Generation with Knowledge Graph for Explaining Thoracic Pathologies AAAI 2025
Agentic Medical Knowledge Graphs Enhance Medical Question Answering: Bridging the Gap Between LLMs and Evolving Medical Knowledge EMNLP 2025
BioHopR: A Benchmark for Multi-Hop, Multi-Answer Reasoning in Biomedical Domain ACL 2025
WojoodOntology: Ontology-Driven LLM Prompting for Unified Information Extraction Tasks EMNLP 2025
Breaking the Noise Barrier: LLM-Guided Semantic Filtering and Enhancement for Multi-Modal Entity Alignment EMNLP 2025
Multi-Hop Reasoning for Question Answering with Hyperbolic Representations ACL 2025
KGCL: Knowledge-Enhanced Graph Contrastive Learning for Retrosynthesis Prediction Based on Molecular Graph Editing IJCAI 2025
SPOT: Zero-Shot Semantic Parsing Over Property Graphs ACL 2025
A Collaborative Reasoning Framework Powered by Reinforcement Learning and Large Language Models for Complex Questions Answering over Knowledge Graph COLING 2025
Generating Domain-Specific Knowledge Graphs from Large Language Models ACL 2025
Predicting User Behavior in Smart Spaces with LLM-Enhanced Logs and Personalized Prompts AAAI 2025
Entity Profile Generation and Reasoning with LLMs for Entity Alignment EMNLP 2025
KMatrix-2: A Comprehensive Heterogeneous Knowledge Collaborative Enhancement Toolkit for Large Language Model EMNLP 2025
KAHAN: Knowledge-Augmented Hierarchical Analysis and Narration for Financial Data Narration EMNLP 2025